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An improved method for 3D reconstruction based on uniform point drift registration estimation
Zhang, Fan1; Wang, Xin1; Hu, Chao1; Qu, YouShan2
2020
会议名称2019 International Conference on Optical Instruments and Technology: Advanced Laser Technology and Applications
会议录名称2019 International Conference on Optical Instruments and Technology: Advanced Laser Technology and Applications
卷号11437
会议日期2019-10-26
会议地点Beijing, China
出版者SPIE
产权排序2
摘要

It is indispensable to obtain more information such as the 3D structure of the space target by detecting and identifying the target, when complete the on-orbit servicing and on-orbit control tasks. Both lidar and binocular stereo vision can provide three dimensional information of the environment. But it is very sensitive to the illuminance of environment and difficult to image registration at weak texture region, when we are using the binocular stereo vision in space. And lidar also has some defects such as the lidar data is sparse and the scanning frequency is low. So lidar and binocular stereo vision should be used together. The data of the lidar and binocular stereo vision are fused to make up for each others flaws. In this paper, uniform point drift registration method is used in the fusion of point cloud which is sampled by lidar and binocular stereo vision. In this method, the two groups of point cloud are considered as one which submit to mixed probability distribution and the other one which is sampled from the points submit to mixed probability distribution. The transformation estimation between the two groups of the point cloud is maximum likelihood estimation. The transformation is required to take overall smoothness. In other words, the point clouds should be uniformed. The uniform point drift method can solve the registration problem efficiently for 3D reconstruction. Usually the time can be compressed by 10%. © 2020 SPIE.

关键词3D Reconstruction Uniform Point Drift Lidar Binocular Stereo Vision
作者部门条纹相机工程中心
DOI10.1117/12.2543198
收录类别EI ; CPCI
ISBN号9781510636521
语种英语
ISSN号0277786X;1996756X
WOS记录号WOS:000558087200010
EI入藏号20201508383657
引用统计
文献类型会议论文
条目标识符http://ir.opt.ac.cn/handle/181661/93370
专题条纹相机工程中心
作者单位1.China Academy of Launch Vehicle Technology, Beijing, China;
2.Xi'an Institute of Optics and Precision Mechanics, Xi'an, China
推荐引用方式
GB/T 7714
Zhang, Fan,Wang, Xin,Hu, Chao,et al. An improved method for 3D reconstruction based on uniform point drift registration estimation[C]:SPIE,2020.
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